AI can catch some failure modes, especially common ones, but it doesn’t really have the context of how your system behaves in production — traffic, retries, dat

AI can catch some failure modes, especially common ones, but it doesn’t really have the context of how your system behaves in production — traffic, retries, data size, edge cases, etc. That’s usually where things break. So the real difference isn’t organic vs AI, it’s whether someone understands the system they’re shipping into.